Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 48842 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 52 |
| Duplicate rows (%) | 0.1% |
| Total size in memory | 5.6 MiB |
| Average record size in memory | 120.0 B |
Variable types
| NUM | 13 |
|---|---|
| BOOL | 2 |
Reproduction
| Analysis started | 2020-08-25 01:03:14.635986 |
|---|---|
| Analysis finished | 2020-08-25 01:03:45.792152 |
| Duration | 31.16 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
| Dataset has 52 (0.1%) duplicate rows | Duplicates |
workclass has 2799 (5.7%) zeros | Zeros |
education has 1389 (2.8%) zeros | Zeros |
marital-status has 6633 (13.6%) zeros | Zeros |
occupation has 2809 (5.8%) zeros | Zeros |
relationship has 19716 (40.4%) zeros | Zeros |
capital-gain has 44807 (91.7%) zeros | Zeros |
capital-loss has 46560 (95.3%) zeros | Zeros |
native-country has 857 (1.8%) zeros | Zeros |
age
Real number (ℝ≥0)
| Distinct count | 74 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38.64358543876172 |
|---|---|
| Minimum | 17.0 |
| Maximum | 90.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 381.7 KiB |
Quantile statistics
| Minimum | 17 |
|---|---|
| 5-th percentile | 19 |
| Q1 | 28 |
| median | 37 |
| Q3 | 48 |
| 95-th percentile | 63 |
| Maximum | 90 |
| Range | 73 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 13.71050993 |
|---|---|
| Coefficient of variation (CV) | 0.35479394 |
| Kurtosis | -0.1842687406 |
| Mean | 38.64358544 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0.5575803166 |
| Sum | 1887430 |
| Variance | 187.9780827 |
| Value | Count | Frequency (%) | |
| 36 | 1348 | 2.8% | |
| 35 | 1337 | 2.7% | |
| 33 | 1335 | 2.7% | |
| 23 | 1329 | 2.7% | |
| 31 | 1325 | 2.7% | |
| 34 | 1303 | 2.7% | |
| 28 | 1280 | 2.6% | |
| 37 | 1280 | 2.6% | |
| 30 | 1278 | 2.6% | |
| 38 | 1264 | 2.6% | |
| 32 | 1253 | 2.6% | |
| 41 | 1235 | 2.5% | |
| 27 | 1232 | 2.5% | |
| 29 | 1223 | 2.5% | |
| 39 | 1206 | 2.5% | |
| 24 | 1206 | 2.5% | |
| 25 | 1195 | 2.4% | |
| 40 | 1187 | 2.4% | |
| 22 | 1178 | 2.4% | |
| 42 | 1165 | 2.4% | |
| 26 | 1153 | 2.4% | |
| 20 | 1113 | 2.3% | |
| 43 | 1104 | 2.3% | |
| 46 | 1097 | 2.2% | |
| 21 | 1096 | 2.2% | |
| Other values (49) | 18120 | 37.1% |
| Value | Count | Frequency (%) | |
| 17 | 595 | 1.2% | |
| 18 | 862 | 1.8% | |
| 19 | 1053 | 2.2% | |
| 20 | 1113 | 2.3% | |
| 21 | 1096 | 2.2% | |
| 22 | 1178 | 2.4% | |
| 23 | 1329 | 2.7% | |
| 24 | 1206 | 2.5% | |
| 25 | 1195 | 2.4% | |
| 26 | 1153 | 2.4% |
| Value | Count | Frequency (%) | |
| 90 | 55 | 0.1% | |
| 89 | 2 | < 0.1% | |
| 88 | 6 | < 0.1% | |
| 87 | 3 | < 0.1% | |
| 86 | 1 | < 0.1% | |
| 85 | 5 | < 0.1% | |
| 84 | 13 | < 0.1% | |
| 83 | 11 | < 0.1% | |
| 82 | 15 | < 0.1% | |
| 81 | 37 | 0.1% |
| Distinct count | 9 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.870439375946931 |
|---|---|
| Minimum | 0 |
| Maximum | 8 |
| Zeros | 2799 |
| Zeros (%) | 5.7% |
| Memory size | 381.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 6 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.46423368 |
|---|---|
| Coefficient of variation (CV) | 0.3783120049 |
| Kurtosis | 1.64197141 |
| Mean | 3.870439376 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.7479097326 |
| Sum | 189040 |
| Variance | 2.14398027 |
| Value | Count | Frequency (%) | |
| 4 | 33906 | 69.4% | |
| 6 | 3862 | 7.9% | |
| 2 | 3136 | 6.4% | |
| 0 | 2799 | 5.7% | |
| 7 | 1981 | 4.1% | |
| 5 | 1695 | 3.5% | |
| 1 | 1432 | 2.9% | |
| 8 | 21 | < 0.1% | |
| 3 | 10 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 2799 | 5.7% | |
| 1 | 1432 | 2.9% | |
| 2 | 3136 | 6.4% | |
| 3 | 10 | < 0.1% | |
| 4 | 33906 | 69.4% | |
| 5 | 1695 | 3.5% | |
| 6 | 3862 | 7.9% | |
| 7 | 1981 | 4.1% | |
| 8 | 21 | < 0.1% |
| Value | Count | Frequency (%) | |
| 8 | 21 | < 0.1% | |
| 7 | 1981 | 4.1% | |
| 6 | 3862 | 7.9% | |
| 5 | 1695 | 3.5% | |
| 4 | 33906 | 69.4% | |
| 3 | 10 | < 0.1% | |
| 2 | 3136 | 6.4% | |
| 1 | 1432 | 2.9% | |
| 0 | 2799 | 5.7% |
fnlwgt
Real number (ℝ≥0)
| Distinct count | 28523 |
|---|---|
| Unique (%) | 58.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 189664.13459727284 |
|---|---|
| Minimum | 12285.0 |
| Maximum | 1490400.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 381.7 KiB |
Quantile statistics
| Minimum | 12285 |
|---|---|
| 5-th percentile | 39615.4 |
| Q1 | 117550.5 |
| median | 178144.5 |
| Q3 | 237642 |
| 95-th percentile | 379481.65 |
| Maximum | 1490400 |
| Range | 1478115 |
| Interquartile range (IQR) | 120091.5 |
Descriptive statistics
| Standard deviation | 105604.0254 |
|---|---|
| Coefficient of variation (CV) | 0.5567949135 |
| Kurtosis | 6.057848212 |
| Mean | 189664.1346 |
| Median Absolute Deviation (MAD) | 60295.5 |
| Skewness | 1.438891879 |
| Sum | 9263575662 |
| Variance | 1.115221019e+10 |
| Value | Count | Frequency (%) | |
| 203488 | 21 | < 0.1% | |
| 190290 | 19 | < 0.1% | |
| 120277 | 19 | < 0.1% | |
| 126569 | 18 | < 0.1% | |
| 125892 | 18 | < 0.1% | |
| 126675 | 17 | < 0.1% | |
| 99185 | 17 | < 0.1% | |
| 113364 | 17 | < 0.1% | |
| 186934 | 16 | < 0.1% | |
| 111567 | 16 | < 0.1% | |
| 127651 | 15 | < 0.1% | |
| 120131 | 15 | < 0.1% | |
| 123011 | 15 | < 0.1% | |
| 117963 | 15 | < 0.1% | |
| 123983 | 14 | < 0.1% | |
| 148995 | 14 | < 0.1% | |
| 121124 | 14 | < 0.1% | |
| 108140 | 14 | < 0.1% | |
| 193882 | 14 | < 0.1% | |
| 188246 | 14 | < 0.1% | |
| 111483 | 14 | < 0.1% | |
| 194630 | 14 | < 0.1% | |
| 132879 | 14 | < 0.1% | |
| 164190 | 14 | < 0.1% | |
| 136986 | 14 | < 0.1% | |
| Other values (28498) | 48450 | 99.2% |
| Value | Count | Frequency (%) | |
| 12285 | 1 | < 0.1% | |
| 13492 | 1 | < 0.1% | |
| 13769 | 3 | < 0.1% | |
| 13862 | 1 | < 0.1% | |
| 14878 | 1 | < 0.1% | |
| 18827 | 1 | < 0.1% | |
| 19214 | 1 | < 0.1% | |
| 19302 | 6 | < 0.1% | |
| 19395 | 2 | < 0.1% | |
| 19410 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1490400 | 1 | < 0.1% | |
| 1484705 | 1 | < 0.1% | |
| 1455435 | 1 | < 0.1% | |
| 1366120 | 1 | < 0.1% | |
| 1268339 | 1 | < 0.1% | |
| 1226583 | 1 | < 0.1% | |
| 1210504 | 1 | < 0.1% | |
| 1184622 | 1 | < 0.1% | |
| 1161363 | 1 | < 0.1% | |
| 1125613 | 1 | < 0.1% |
| Distinct count | 16 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.288419802628885 |
|---|---|
| Minimum | 0 |
| Maximum | 15 |
| Zeros | 1389 |
| Zeros (%) | 2.8% |
| Memory size | 381.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 9 |
| median | 11 |
| Q3 | 12 |
| 95-th percentile | 15 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.874492433 |
|---|---|
| Coefficient of variation (CV) | 0.3765877081 |
| Kurtosis | 0.6765763119 |
| Mean | 10.2884198 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.9362986762 |
| Sum | 502507 |
| Variance | 15.01169162 |
| Value | Count | Frequency (%) | |
| 11 | 15784 | 32.3% | |
| 15 | 10878 | 22.3% | |
| 9 | 8025 | 16.4% | |
| 12 | 2657 | 5.4% | |
| 8 | 2061 | 4.2% | |
| 1 | 1812 | 3.7% | |
| 7 | 1601 | 3.3% | |
| 0 | 1389 | 2.8% | |
| 5 | 955 | 2.0% | |
| 14 | 834 | 1.7% | |
| 6 | 756 | 1.5% | |
| 2 | 657 | 1.3% | |
| 10 | 594 | 1.2% | |
| 4 | 509 | 1.0% | |
| 3 | 247 | 0.5% | |
| 13 | 83 | 0.2% |
| Value | Count | Frequency (%) | |
| 0 | 1389 | 2.8% | |
| 1 | 1812 | 3.7% | |
| 2 | 657 | 1.3% | |
| 3 | 247 | 0.5% | |
| 4 | 509 | 1.0% | |
| 5 | 955 | 2.0% | |
| 6 | 756 | 1.5% | |
| 7 | 1601 | 3.3% | |
| 8 | 2061 | 4.2% | |
| 9 | 8025 | 16.4% |
| Value | Count | Frequency (%) | |
| 15 | 10878 | 22.3% | |
| 14 | 834 | 1.7% | |
| 13 | 83 | 0.2% | |
| 12 | 2657 | 5.4% | |
| 11 | 15784 | 32.3% | |
| 10 | 594 | 1.2% | |
| 9 | 8025 | 16.4% | |
| 8 | 2061 | 4.2% | |
| 7 | 1601 | 3.3% | |
| 6 | 756 | 1.5% |
education-num
Real number (ℝ≥0)
| Distinct count | 16 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.078088530363212 |
|---|---|
| Minimum | 1.0 |
| Maximum | 16.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 381.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 9 |
| median | 10 |
| Q3 | 12 |
| 95-th percentile | 14 |
| Maximum | 16 |
| Range | 15 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.570972756 |
|---|---|
| Coefficient of variation (CV) | 0.2551051966 |
| Kurtosis | 0.6257452728 |
| Mean | 10.07808853 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.3165248567 |
| Sum | 492234 |
| Variance | 6.60990091 |
| Value | Count | Frequency (%) | |
| 9 | 15784 | 32.3% | |
| 10 | 10878 | 22.3% | |
| 13 | 8025 | 16.4% | |
| 14 | 2657 | 5.4% | |
| 11 | 2061 | 4.2% | |
| 7 | 1812 | 3.7% | |
| 12 | 1601 | 3.3% | |
| 6 | 1389 | 2.8% | |
| 4 | 955 | 2.0% | |
| 15 | 834 | 1.7% | |
| 5 | 756 | 1.5% | |
| 8 | 657 | 1.3% | |
| 16 | 594 | 1.2% | |
| 3 | 509 | 1.0% | |
| 2 | 247 | 0.5% | |
| 1 | 83 | 0.2% |
| Value | Count | Frequency (%) | |
| 1 | 83 | 0.2% | |
| 2 | 247 | 0.5% | |
| 3 | 509 | 1.0% | |
| 4 | 955 | 2.0% | |
| 5 | 756 | 1.5% | |
| 6 | 1389 | 2.8% | |
| 7 | 1812 | 3.7% | |
| 8 | 657 | 1.3% | |
| 9 | 15784 | 32.3% | |
| 10 | 10878 | 22.3% |
| Value | Count | Frequency (%) | |
| 16 | 594 | 1.2% | |
| 15 | 834 | 1.7% | |
| 14 | 2657 | 5.4% | |
| 13 | 8025 | 16.4% | |
| 12 | 1601 | 3.3% | |
| 11 | 2061 | 4.2% | |
| 10 | 10878 | 22.3% | |
| 9 | 15784 | 32.3% | |
| 8 | 657 | 1.3% | |
| 7 | 1812 | 3.7% |
| Distinct count | 7 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.6187502559272757 |
|---|---|
| Minimum | 0 |
| Maximum | 6 |
| Zeros | 6633 |
| Zeros (%) | 13.6% |
| Memory size | 381.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.507702551 |
|---|---|
| Coefficient of variation (CV) | 0.5757336146 |
| Kurtosis | -0.5361939917 |
| Mean | 2.618750256 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.01632824007 |
| Sum | 127905 |
| Variance | 2.273166981 |
| Value | Count | Frequency (%) | |
| 2 | 22379 | 45.8% | |
| 4 | 16117 | 33.0% | |
| 0 | 6633 | 13.6% | |
| 5 | 1530 | 3.1% | |
| 6 | 1518 | 3.1% | |
| 3 | 628 | 1.3% | |
| 1 | 37 | 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 6633 | 13.6% | |
| 1 | 37 | 0.1% | |
| 2 | 22379 | 45.8% | |
| 3 | 628 | 1.3% | |
| 4 | 16117 | 33.0% | |
| 5 | 1530 | 3.1% | |
| 6 | 1518 | 3.1% |
| Value | Count | Frequency (%) | |
| 6 | 1518 | 3.1% | |
| 5 | 1530 | 3.1% | |
| 4 | 16117 | 33.0% | |
| 3 | 628 | 1.3% | |
| 2 | 22379 | 45.8% | |
| 1 | 37 | 0.1% | |
| 0 | 6633 | 13.6% |
| Distinct count | 15 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.57769952090414 |
|---|---|
| Minimum | 0 |
| Maximum | 14 |
| Zeros | 2809 |
| Zeros (%) | 5.8% |
| Memory size | 381.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 7 |
| Q3 | 10 |
| 95-th percentile | 13 |
| Maximum | 14 |
| Range | 14 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 4.230509418 |
|---|---|
| Coefficient of variation (CV) | 0.6431594213 |
| Kurtosis | -1.236280489 |
| Mean | 6.577699521 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.1105506005 |
| Sum | 321268 |
| Variance | 17.89720993 |
| Value | Count | Frequency (%) | |
| 10 | 6172 | 12.6% | |
| 3 | 6112 | 12.5% | |
| 4 | 6086 | 12.5% | |
| 1 | 5611 | 11.5% | |
| 12 | 5504 | 11.3% | |
| 8 | 4923 | 10.1% | |
| 7 | 3022 | 6.2% | |
| 0 | 2809 | 5.8% | |
| 14 | 2355 | 4.8% | |
| 6 | 2072 | 4.2% | |
| 5 | 1490 | 3.1% | |
| 13 | 1446 | 3.0% | |
| 11 | 983 | 2.0% | |
| 9 | 242 | 0.5% | |
| 2 | 15 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 2809 | 5.8% | |
| 1 | 5611 | 11.5% | |
| 2 | 15 | < 0.1% | |
| 3 | 6112 | 12.5% | |
| 4 | 6086 | 12.5% | |
| 5 | 1490 | 3.1% | |
| 6 | 2072 | 4.2% | |
| 7 | 3022 | 6.2% | |
| 8 | 4923 | 10.1% | |
| 9 | 242 | 0.5% |
| Value | Count | Frequency (%) | |
| 14 | 2355 | 4.8% | |
| 13 | 1446 | 3.0% | |
| 12 | 5504 | 11.3% | |
| 11 | 983 | 2.0% | |
| 10 | 6172 | 12.6% | |
| 9 | 242 | 0.5% | |
| 8 | 4923 | 10.1% | |
| 7 | 3022 | 6.2% | |
| 6 | 2072 | 4.2% | |
| 5 | 1490 | 3.1% |
| Distinct count | 6 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.4432865157036976 |
|---|---|
| Minimum | 0 |
| Maximum | 5 |
| Zeros | 19716 |
| Zeros (%) | 40.4% |
| Memory size | 381.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.602151226 |
|---|---|
| Coefficient of variation (CV) | 1.110071499 |
| Kurtosis | -0.7541163751 |
| Mean | 1.443286516 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.7917193051 |
| Sum | 70493 |
| Variance | 2.56688855 |
| Value | Count | Frequency (%) | |
| 0 | 19716 | 40.4% | |
| 1 | 12583 | 25.8% | |
| 3 | 7581 | 15.5% | |
| 4 | 5125 | 10.5% | |
| 5 | 2331 | 4.8% | |
| 2 | 1506 | 3.1% |
| Value | Count | Frequency (%) | |
| 0 | 19716 | 40.4% | |
| 1 | 12583 | 25.8% | |
| 2 | 1506 | 3.1% | |
| 3 | 7581 | 15.5% | |
| 4 | 5125 | 10.5% | |
| 5 | 2331 | 4.8% |
| Value | Count | Frequency (%) | |
| 5 | 2331 | 4.8% | |
| 4 | 5125 | 10.5% | |
| 3 | 7581 | 15.5% | |
| 2 | 1506 | 3.1% | |
| 1 | 12583 | 25.8% | |
| 0 | 19716 | 40.4% |
race
Real number (ℝ≥0)
| Distinct count | 5 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.6680520863191517 |
|---|---|
| Minimum | 0 |
| Maximum | 4 |
| Zeros | 470 |
| Zeros (%) | 1.0% |
| Memory size | 381.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 4 |
| Q3 | 4 |
| 95-th percentile | 4 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.8459860031 |
|---|---|
| Coefficient of variation (CV) | 0.2306363114 |
| Kurtosis | 4.951859866 |
| Mean | 3.668052086 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -2.447812798 |
| Sum | 179155 |
| Variance | 0.7156923174 |
| Value | Count | Frequency (%) | |
| 4 | 41762 | 85.5% | |
| 2 | 4685 | 9.6% | |
| 1 | 1519 | 3.1% | |
| 0 | 470 | 1.0% | |
| 3 | 406 | 0.8% |
| Value | Count | Frequency (%) | |
| 0 | 470 | 1.0% | |
| 1 | 1519 | 3.1% | |
| 2 | 4685 | 9.6% | |
| 3 | 406 | 0.8% | |
| 4 | 41762 | 85.5% |
| Value | Count | Frequency (%) | |
| 4 | 41762 | 85.5% | |
| 3 | 406 | 0.8% | |
| 2 | 4685 | 9.6% | |
| 1 | 1519 | 3.1% | |
| 0 | 470 | 1.0% |
sex
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 381.7 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 32650 | 66.8% | |
| 0 | 16192 | 33.2% |
| Distinct count | 123 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1079.0676262233324 |
|---|---|
| Minimum | 0.0 |
| Maximum | 99999.0 |
| Zeros | 44807 |
| Zeros (%) | 91.7% |
| Memory size | 381.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 5013 |
| Maximum | 99999 |
| Range | 99999 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 7452.019058 |
|---|---|
| Coefficient of variation (CV) | 6.905979641 |
| Kurtosis | 152.6930963 |
| Mean | 1079.067626 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 11.894659 |
| Sum | 52703821 |
| Variance | 55532588.04 |
| Value | Count | Frequency (%) | |
| 0 | 44807 | 91.7% | |
| 15024 | 513 | 1.1% | |
| 7688 | 410 | 0.8% | |
| 7298 | 364 | 0.7% | |
| 99999 | 244 | 0.5% | |
| 3103 | 152 | 0.3% | |
| 5178 | 146 | 0.3% | |
| 5013 | 117 | 0.2% | |
| 4386 | 108 | 0.2% | |
| 8614 | 82 | 0.2% | |
| 3325 | 81 | 0.2% | |
| 2174 | 74 | 0.2% | |
| 10520 | 64 | 0.1% | |
| 4650 | 63 | 0.1% | |
| 27828 | 58 | 0.1% | |
| 4064 | 54 | 0.1% | |
| 594 | 52 | 0.1% | |
| 3137 | 51 | 0.1% | |
| 20051 | 49 | 0.1% | |
| 14084 | 49 | 0.1% | |
| 13550 | 42 | 0.1% | |
| 6849 | 42 | 0.1% | |
| 3908 | 42 | 0.1% | |
| 2829 | 42 | 0.1% | |
| 1055 | 37 | 0.1% | |
| Other values (98) | 1099 | 2.3% |
| Value | Count | Frequency (%) | |
| 0 | 44807 | 91.7% | |
| 114 | 8 | < 0.1% | |
| 401 | 5 | < 0.1% | |
| 594 | 52 | 0.1% | |
| 914 | 10 | < 0.1% | |
| 991 | 6 | < 0.1% | |
| 1055 | 37 | 0.1% | |
| 1086 | 8 | < 0.1% | |
| 1111 | 1 | < 0.1% | |
| 1151 | 13 | < 0.1% |
| Value | Count | Frequency (%) | |
| 99999 | 244 | 0.5% | |
| 41310 | 3 | < 0.1% | |
| 34095 | 6 | < 0.1% | |
| 27828 | 58 | 0.1% | |
| 25236 | 14 | < 0.1% | |
| 25124 | 6 | < 0.1% | |
| 22040 | 1 | < 0.1% | |
| 20051 | 49 | 0.1% | |
| 18481 | 2 | < 0.1% | |
| 15831 | 8 | < 0.1% |
| Distinct count | 99 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 87.50231358257237 |
|---|---|
| Minimum | 0.0 |
| Maximum | 4356.0 |
| Zeros | 46560 |
| Zeros (%) | 95.3% |
| Memory size | 381.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 4356 |
| Range | 4356 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 403.0045521 |
|---|---|
| Coefficient of variation (CV) | 4.605644532 |
| Kurtosis | 20.01434595 |
| Mean | 87.50231358 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.569808858 |
| Sum | 4273788 |
| Variance | 162412.669 |
| Value | Count | Frequency (%) | |
| 0 | 46560 | 95.3% | |
| 1902 | 304 | 0.6% | |
| 1977 | 253 | 0.5% | |
| 1887 | 233 | 0.5% | |
| 2415 | 72 | 0.1% | |
| 1485 | 71 | 0.1% | |
| 1848 | 67 | 0.1% | |
| 1602 | 62 | 0.1% | |
| 1590 | 62 | 0.1% | |
| 1876 | 59 | 0.1% | |
| 1740 | 58 | 0.1% | |
| 1672 | 50 | 0.1% | |
| 1741 | 44 | 0.1% | |
| 1564 | 43 | 0.1% | |
| 2258 | 39 | 0.1% | |
| 1719 | 38 | 0.1% | |
| 1980 | 36 | 0.1% | |
| 1408 | 35 | 0.1% | |
| 2001 | 35 | 0.1% | |
| 1669 | 35 | 0.1% | |
| 2002 | 33 | 0.1% | |
| 1579 | 30 | 0.1% | |
| 2051 | 29 | 0.1% | |
| 1974 | 28 | 0.1% | |
| 1721 | 28 | 0.1% | |
| Other values (74) | 538 | 1.1% |
| Value | Count | Frequency (%) | |
| 0 | 46560 | 95.3% | |
| 155 | 1 | < 0.1% | |
| 213 | 5 | < 0.1% | |
| 323 | 5 | < 0.1% | |
| 419 | 3 | < 0.1% | |
| 625 | 17 | < 0.1% | |
| 653 | 4 | < 0.1% | |
| 810 | 2 | < 0.1% | |
| 880 | 6 | < 0.1% | |
| 974 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 4356 | 3 | < 0.1% | |
| 3900 | 2 | < 0.1% | |
| 3770 | 4 | < 0.1% | |
| 3683 | 2 | < 0.1% | |
| 3175 | 2 | < 0.1% | |
| 3004 | 5 | < 0.1% | |
| 2824 | 14 | < 0.1% | |
| 2754 | 2 | < 0.1% | |
| 2603 | 7 | < 0.1% | |
| 2559 | 17 | < 0.1% |
hours-per-week
Real number (ℝ≥0)
| Distinct count | 96 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.422382375824085 |
|---|---|
| Minimum | 1.0 |
| Maximum | 99.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 381.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 17.05 |
| Q1 | 40 |
| median | 40 |
| Q3 | 45 |
| 95-th percentile | 60 |
| Maximum | 99 |
| Range | 98 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 12.39144402 |
|---|---|
| Coefficient of variation (CV) | 0.3065490774 |
| Kurtosis | 2.95105909 |
| Mean | 40.42238238 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.2387496572 |
| Sum | 1974310 |
| Variance | 153.547885 |
| Value | Count | Frequency (%) | |
| 40 | 22803 | 46.7% | |
| 50 | 4246 | 8.7% | |
| 45 | 2717 | 5.6% | |
| 60 | 2177 | 4.5% | |
| 35 | 1937 | 4.0% | |
| 20 | 1862 | 3.8% | |
| 30 | 1700 | 3.5% | |
| 55 | 1051 | 2.2% | |
| 25 | 958 | 2.0% | |
| 48 | 770 | 1.6% | |
| 38 | 714 | 1.5% | |
| 15 | 623 | 1.3% | |
| 70 | 437 | 0.9% | |
| 10 | 425 | 0.9% | |
| 32 | 423 | 0.9% | |
| 65 | 355 | 0.7% | |
| 24 | 354 | 0.7% | |
| 42 | 338 | 0.7% | |
| 36 | 336 | 0.7% | |
| 44 | 310 | 0.6% | |
| 16 | 303 | 0.6% | |
| 12 | 247 | 0.5% | |
| 37 | 242 | 0.5% | |
| 43 | 227 | 0.5% | |
| 8 | 218 | 0.4% | |
| Other values (71) | 3069 | 6.3% |
| Value | Count | Frequency (%) | |
| 1 | 27 | 0.1% | |
| 2 | 53 | 0.1% | |
| 3 | 59 | 0.1% | |
| 4 | 84 | 0.2% | |
| 5 | 95 | 0.2% | |
| 6 | 92 | 0.2% | |
| 7 | 45 | 0.1% | |
| 8 | 218 | 0.4% | |
| 9 | 27 | 0.1% | |
| 10 | 425 | 0.9% |
| Value | Count | Frequency (%) | |
| 99 | 137 | 0.3% | |
| 98 | 14 | < 0.1% | |
| 97 | 2 | < 0.1% | |
| 96 | 9 | < 0.1% | |
| 95 | 2 | < 0.1% | |
| 94 | 1 | < 0.1% | |
| 92 | 3 | < 0.1% | |
| 91 | 3 | < 0.1% | |
| 90 | 42 | 0.1% | |
| 89 | 3 | < 0.1% |
| Distinct count | 42 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.74935506326522 |
|---|---|
| Minimum | 0 |
| Maximum | 41 |
| Zeros | 857 |
| Zeros (%) | 1.8% |
| Memory size | 381.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 19 |
| Q1 | 39 |
| median | 39 |
| Q3 | 39 |
| 95-th percentile | 39 |
| Maximum | 41 |
| Range | 41 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 7.775343161 |
|---|---|
| Coefficient of variation (CV) | 0.2115776766 |
| Kurtosis | 12.77229318 |
| Mean | 36.74935506 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -3.689528549 |
| Sum | 1794912 |
| Variance | 60.45596128 |
| Value | Count | Frequency (%) | |
| 39 | 43832 | 89.7% | |
| 26 | 951 | 1.9% | |
| 0 | 857 | 1.8% | |
| 30 | 295 | 0.6% | |
| 11 | 206 | 0.4% | |
| 33 | 184 | 0.4% | |
| 2 | 182 | 0.4% | |
| 8 | 155 | 0.3% | |
| 19 | 151 | 0.3% | |
| 5 | 138 | 0.3% | |
| 9 | 127 | 0.3% | |
| 3 | 122 | 0.2% | |
| 35 | 115 | 0.2% | |
| 23 | 106 | 0.2% | |
| 22 | 105 | 0.2% | |
| 6 | 103 | 0.2% | |
| 24 | 92 | 0.2% | |
| 13 | 88 | 0.2% | |
| 31 | 87 | 0.2% | |
| 40 | 86 | 0.2% | |
| 4 | 85 | 0.2% | |
| 14 | 75 | 0.2% | |
| 32 | 67 | 0.1% | |
| 36 | 65 | 0.1% | |
| 20 | 59 | 0.1% | |
| Other values (17) | 509 | 1.0% |
| Value | Count | Frequency (%) | |
| 0 | 857 | 1.8% | |
| 1 | 28 | 0.1% | |
| 2 | 182 | 0.4% | |
| 3 | 122 | 0.2% | |
| 4 | 85 | 0.2% | |
| 5 | 138 | 0.3% | |
| 6 | 103 | 0.2% | |
| 7 | 45 | 0.1% | |
| 8 | 155 | 0.3% | |
| 9 | 127 | 0.3% |
| Value | Count | Frequency (%) | |
| 41 | 23 | < 0.1% | |
| 40 | 86 | 0.2% | |
| 39 | 43832 | 89.7% | |
| 38 | 27 | 0.1% | |
| 37 | 30 | 0.1% | |
| 36 | 65 | 0.1% | |
| 35 | 115 | 0.2% | |
| 34 | 21 | < 0.1% | |
| 33 | 184 | 0.4% | |
| 32 | 67 | 0.1% |
target
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 381.7 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 37155 | 76.1% | |
| 0 | 11687 | 23.9% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| age | workclass | fnlwgt | education | education-num | marital-status | occupation | relationship | race | sex | capital-gain | capital-loss | hours-per-week | native-country | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 39.0 | 7 | 77516.0 | 9 | 13.0 | 4 | 1 | 1 | 4 | 1 | 2174.0 | 0.0 | 40.0 | 39 | 1 |
| 1 | 50.0 | 6 | 83311.0 | 9 | 13.0 | 2 | 4 | 0 | 4 | 1 | 0.0 | 0.0 | 13.0 | 39 | 1 |
| 2 | 38.0 | 4 | 215646.0 | 11 | 9.0 | 0 | 6 | 1 | 4 | 1 | 0.0 | 0.0 | 40.0 | 39 | 1 |
| 3 | 53.0 | 4 | 234721.0 | 1 | 7.0 | 2 | 6 | 0 | 2 | 1 | 0.0 | 0.0 | 40.0 | 39 | 1 |
| 4 | 28.0 | 4 | 338409.0 | 9 | 13.0 | 2 | 10 | 5 | 2 | 0 | 0.0 | 0.0 | 40.0 | 5 | 1 |
| 5 | 37.0 | 4 | 284582.0 | 12 | 14.0 | 2 | 4 | 5 | 4 | 0 | 0.0 | 0.0 | 40.0 | 39 | 1 |
| 6 | 49.0 | 4 | 160187.0 | 6 | 5.0 | 3 | 8 | 1 | 2 | 0 | 0.0 | 0.0 | 16.0 | 23 | 1 |
| 7 | 52.0 | 6 | 209642.0 | 11 | 9.0 | 2 | 4 | 0 | 4 | 1 | 0.0 | 0.0 | 45.0 | 39 | 0 |
| 8 | 31.0 | 4 | 45781.0 | 12 | 14.0 | 4 | 10 | 1 | 4 | 0 | 14084.0 | 0.0 | 50.0 | 39 | 0 |
| 9 | 42.0 | 4 | 159449.0 | 9 | 13.0 | 2 | 4 | 0 | 4 | 1 | 5178.0 | 0.0 | 40.0 | 39 | 0 |
Last rows
| age | workclass | fnlwgt | education | education-num | marital-status | occupation | relationship | race | sex | capital-gain | capital-loss | hours-per-week | native-country | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 48832 | 61.0 | 4 | 89686.0 | 11 | 9.0 | 2 | 12 | 0 | 4 | 1 | 0.0 | 0.0 | 48.0 | 39 | 1 |
| 48833 | 31.0 | 4 | 440129.0 | 11 | 9.0 | 2 | 3 | 0 | 4 | 1 | 0.0 | 0.0 | 40.0 | 39 | 1 |
| 48834 | 25.0 | 4 | 350977.0 | 11 | 9.0 | 4 | 8 | 3 | 4 | 0 | 0.0 | 0.0 | 40.0 | 39 | 1 |
| 48835 | 48.0 | 2 | 349230.0 | 12 | 14.0 | 0 | 8 | 1 | 4 | 1 | 0.0 | 0.0 | 40.0 | 39 | 1 |
| 48836 | 33.0 | 4 | 245211.0 | 9 | 13.0 | 4 | 10 | 3 | 4 | 1 | 0.0 | 0.0 | 40.0 | 39 | 1 |
| 48837 | 39.0 | 4 | 215419.0 | 9 | 13.0 | 0 | 10 | 1 | 4 | 0 | 0.0 | 0.0 | 36.0 | 39 | 1 |
| 48838 | 64.0 | 0 | 321403.0 | 11 | 9.0 | 6 | 0 | 2 | 2 | 1 | 0.0 | 0.0 | 40.0 | 39 | 1 |
| 48839 | 38.0 | 4 | 374983.0 | 9 | 13.0 | 2 | 10 | 0 | 4 | 1 | 0.0 | 0.0 | 50.0 | 39 | 1 |
| 48840 | 44.0 | 4 | 83891.0 | 9 | 13.0 | 0 | 1 | 3 | 1 | 1 | 5455.0 | 0.0 | 40.0 | 39 | 1 |
| 48841 | 35.0 | 5 | 182148.0 | 9 | 13.0 | 2 | 4 | 0 | 4 | 1 | 0.0 | 0.0 | 60.0 | 39 | 0 |
Most frequent
| age | workclass | fnlwgt | education | education-num | marital-status | occupation | relationship | race | sex | capital-gain | capital-loss | hours-per-week | native-country | target | count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 12 | 21.0 | 4 | 243368.0 | 13 | 1.0 | 4 | 5 | 1 | 4 | 1 | 0.0 | 0.0 | 50.0 | 26 | 1 | 3 |
| 23 | 25.0 | 4 | 195994.0 | 3 | 2.0 | 4 | 9 | 1 | 4 | 0 | 0.0 | 0.0 | 40.0 | 13 | 1 | 3 |
| 24 | 25.0 | 4 | 308144.0 | 9 | 13.0 | 4 | 3 | 1 | 4 | 1 | 0.0 | 0.0 | 40.0 | 26 | 1 | 3 |
| 0 | 17.0 | 4 | 153021.0 | 2 | 8.0 | 4 | 12 | 3 | 4 | 0 | 0.0 | 0.0 | 20.0 | 39 | 1 | 2 |
| 1 | 18.0 | 5 | 378036.0 | 2 | 8.0 | 4 | 5 | 3 | 4 | 1 | 0.0 | 0.0 | 10.0 | 39 | 1 | 2 |
| 2 | 19.0 | 0 | 167428.0 | 15 | 10.0 | 4 | 0 | 3 | 4 | 1 | 0.0 | 0.0 | 40.0 | 39 | 1 | 2 |
| 3 | 19.0 | 4 | 97261.0 | 11 | 9.0 | 4 | 5 | 1 | 4 | 1 | 0.0 | 0.0 | 40.0 | 39 | 1 | 2 |
| 4 | 19.0 | 4 | 130431.0 | 4 | 3.0 | 4 | 5 | 1 | 4 | 1 | 0.0 | 0.0 | 36.0 | 26 | 1 | 2 |
| 5 | 19.0 | 4 | 138153.0 | 15 | 10.0 | 4 | 1 | 3 | 4 | 0 | 0.0 | 0.0 | 10.0 | 39 | 1 | 2 |
| 6 | 19.0 | 4 | 139466.0 | 15 | 10.0 | 4 | 12 | 3 | 4 | 0 | 0.0 | 0.0 | 25.0 | 39 | 1 | 2 |